Switzerland

Michaël Defferrard

Elite
@mdeff

Research on machine learning and graphs. Open science, source, data.

fma. FMA: A Dataset For Music Analysis

2.6k

cnn_graph. Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering

1.4k

ntds_2016. Material for the EPFL master course "A Network Tour of Data Science", edition 2016.

98

pygsp_tutorial_graphsip. Graph signal processing tutorial, presented at the GraphSiP summer school.

79

ntds_2019. Material for the EPFL master course "A Network Tour of Data Science", edition 2019.

71

ntds_2017. Material for the EPFL master course "A Network Tour of Data Science", edition 2017.

64

ntds_2018. Material for the EPFL master course "A Network Tour of Data Science", edition 2018.

59

python_tour_of_data_science. A Python Tour of Data Science

30

dlaudio. Master thesis: Structured Auto-Encoder with application to Music Genre Recognition (code)

16

giin. Graph-based Image Inpainting

15

learning-from-graphs-webconf2021. Learning from Graphs: From Mathematical Principles to Practical Tools

11

dotfiles. my dotfiles

10

atcsim. Air Traffic Control simulation, a C++11 learning experience

8

terrain. OpenGL generated scene

7

paper-cnn-graph-recurrent-iclr2017. Structured Sequence Modeling with Graph Convolutional Recurrent Networks

7

saga. Mini-batch and distributed SAGA

6

dlaudio_report. Master thesis: Structured Auto-Encoder with application to Music Genre Recognition (report)

6

paper-fma-challenge-webconf2018. Learning to Recognize Musical Genre from Audio, Challenge Overview

4

srfsp. Super-resolution for mass spectrometry

3

paper-fma-ismir2017. FMA: A Dataset For Music Analysis

2

dlaudio_results. Master thesis: Structured Auto-Encoder with application to Music Genre Recognition (results)

2

paper-cheblienet. ChebLieNet: Invariant spectral graph NNs turned equivariant by Riemannian geometry on Lie groups

2

gsp-summer-school-2016. Organization of a Graph Signal Processing Summer School

1

homepage. https://deff.ch

1

cv. Curriculum Vitae

1

paper-cryoem-orientation-recovery. Learning to recover orientations from projections in single-particle cryo-EM

1

paper-cnn-graph-nips2016. Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering

1
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